This paper studies the reduction by symmetry of variational problems on Lie groups and Riemannian homogeneous spaces. We derive the reduced equations of motion in the case of Lie groups endowed with a left-invariant metric, and on Lie groups that admits a bi-invariant metric. We repeated this analysis for Riemannian homogeneous spaces, where we derive the reduced equations by considering an alternative variational problem written in terms of a connection on the horizontal bundle of the underlying Lie group. We study also the case that the underlying Lie group admits a bi-invariant metric, and consider the special case that the homogeneous space is in fact a Riemannian symmetric space. These ideas are applied to geodesics for a rigid body on SO(3) to derive geodesic equations on the dual of its Lie algebra (a vector space), the heavy-top in SE(3) to derive reduced equations of motion on the unit sphere S 2 , geodesics on S 2 as a Riemannian symmetric space endowed with a bi-invariant metric and optimal control problems for applications to robotic manipulators.